{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5_GEM_MOM\n",
    "创业板动能因子选股"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step1 获得创业板的股票代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Errno 2] No such file or directory: 'config.py'\n",
      "300001.XSHE\n"
     ]
    }
   ],
   "source": [
    "from fxdayu_data import DataAPI\n",
    "from datetime import datetime\n",
    "import tushare as ts\n",
    "import numpy as np\n",
    "import talib as ta\n",
    "# from sklearn import preprocessing\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "DataAPI.set_file('D:/PycharmProjects/Quant_Alpha/Data_Manager/Valuation_Selection/config.py')\n",
    "\n",
    "def coder(code):\n",
    "    if code.startswith('6'):\n",
    "        return code + '.XSHG'\n",
    "    elif code.startswith('0') or code.startswith('3'):\n",
    "        return code + '.XSHE'\n",
    "    else:\n",
    "        return code\n",
    "\n",
    "\n",
    "gem = ts.get_gem_classified()\n",
    "gem_list = list(gem.code)\n",
    "codes = tuple(map(coder, gem_list))\n",
    "print(codes[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step2 获得因子的Panel与DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.panel.Panel'>\n",
      "Dimensions: 648 (items) x 1806 (major_axis) x 1 (minor_axis)\n",
      "Items axis: 300001.XSHE to 300665.XSHE\n",
      "Major_axis axis: 2010-01-04 15:00:00 to 2017-06-13 15:00:00\n",
      "Minor_axis axis: close to close\n",
      "                     300001.XSHE  300002.XSHE  300003.XSHE  300004.XSHE  \\\n",
      "datetime                                                                  \n",
      "2010-01-04 15:00:00        6.148        6.962       12.092        9.660   \n",
      "2010-01-05 15:00:00        6.151        7.171       12.130        9.552   \n",
      "2010-01-06 15:00:00        6.022        7.135       11.918        9.220   \n",
      "2010-01-07 15:00:00        6.006        6.870       11.670        9.301   \n",
      "2010-01-08 15:00:00        5.823        6.980       11.221        8.979   \n",
      "2010-01-11 15:00:00        5.933        7.528       11.153        8.893   \n",
      "2010-01-12 15:00:00        6.019        7.773       11.409        9.083   \n",
      "2010-01-13 15:00:00        6.078        7.841       11.256        9.149   \n",
      "2010-01-14 15:00:00        6.410        7.975       11.822        9.513   \n",
      "2010-01-15 15:00:00        6.365        7.908       11.667        9.468   \n",
      "2010-01-18 15:00:00        6.362        7.994       11.712        9.429   \n",
      "2010-01-19 15:00:00        6.209        7.704       11.505        9.218   \n",
      "2010-01-20 15:00:00        5.838        6.981       10.989        8.994   \n",
      "2010-01-21 15:00:00        5.873        6.980       11.000        9.016   \n",
      "2010-01-22 15:00:00        5.622        6.787       10.214        8.542   \n",
      "2010-01-25 15:00:00        5.511        6.665        9.848        8.234   \n",
      "2010-01-26 15:00:00        5.590        6.994        9.700        7.944   \n",
      "2010-01-27 15:00:00        5.491        6.954        9.592        7.930   \n",
      "2010-01-28 15:00:00        5.366        7.444        9.730        7.799   \n",
      "2010-01-29 15:00:00        5.295        7.387       10.125        7.984   \n",
      "2010-02-01 15:00:00        4.864        7.484        9.815        7.251   \n",
      "2010-02-02 15:00:00        4.717        7.354       10.127        7.091   \n",
      "2010-02-03 15:00:00        4.645        7.241       10.190        6.988   \n",
      "2010-02-04 15:00:00        4.668        7.149       10.449        6.986   \n",
      "2010-02-05 15:00:00        4.758        7.864       10.390        6.981   \n",
      "2010-02-08 15:00:00        4.813        8.301       10.284        7.138   \n",
      "2010-02-09 15:00:00        4.685        8.308       10.418        7.128   \n",
      "2010-02-10 15:00:00        4.941        8.962       10.707        7.386   \n",
      "2010-02-11 15:00:00        5.106        8.933       10.672        7.536   \n",
      "2010-02-12 15:00:00        5.191        9.216       10.662        7.635   \n",
      "...                          ...          ...          ...          ...   \n",
      "2017-04-28 15:00:00       16.490        8.420       18.174       13.840   \n",
      "2017-05-02 15:00:00       16.580        8.300       18.463       13.700   \n",
      "2017-05-03 15:00:00       16.260        8.200       18.284       13.520   \n",
      "2017-05-04 15:00:00       17.380        8.330       18.343       13.410   \n",
      "2017-05-05 15:00:00       17.330        8.120       18.662       12.880   \n",
      "2017-05-08 15:00:00       16.370        8.100       18.781       12.670   \n",
      "2017-05-09 15:00:00       16.440        8.200       18.980       12.640   \n",
      "2017-05-10 15:00:00       15.730        8.000       18.961       12.060   \n",
      "2017-05-11 15:00:00       16.130        8.280       18.911       11.540   \n",
      "2017-05-12 15:00:00       15.900        8.570       18.742       11.390   \n",
      "2017-05-15 15:00:00       15.900        8.600       18.931       11.390   \n",
      "2017-05-16 15:00:00       16.720        8.600       19.836       11.880   \n",
      "2017-05-17 15:00:00       17.060        8.500       19.438       11.840   \n",
      "2017-05-18 15:00:00       17.300        8.320       19.598       11.760   \n",
      "2017-05-19 15:00:00       16.600        8.370       20.006       11.800   \n",
      "2017-05-22 15:00:00       16.100        8.380       19.578       11.590   \n",
      "2017-05-23 15:00:00       15.700        8.320       19.607       11.860   \n",
      "2017-05-24 15:00:00       16.110        8.390       20.254       11.580   \n",
      "2017-05-25 15:00:00       16.250        8.280       20.035       11.680   \n",
      "2017-05-26 15:00:00       16.660        8.320       19.807       11.930   \n",
      "2017-05-31 15:00:00       16.290        8.510       19.617       11.970   \n",
      "2017-06-01 15:00:00       15.750        8.320       19.816       11.610   \n",
      "2017-06-02 15:00:00       16.570        8.310       19.787       11.760   \n",
      "2017-06-05 15:00:00       16.480        8.390       19.140       11.920   \n",
      "2017-06-06 15:00:00       16.180        8.400       19.388       11.950   \n",
      "2017-06-07 15:00:00       16.810        8.570       19.956       12.230   \n",
      "2017-06-08 15:00:00       16.630        8.450       19.926       12.130   \n",
      "2017-06-09 15:00:00       16.730        8.380       20.384       12.050   \n",
      "2017-06-12 15:00:00       16.220        8.310       20.254       11.730   \n",
      "2017-06-13 15:00:00       16.700        8.370       20.951       11.910   \n",
      "\n",
      "                     300005.XSHE  300006.XSHE  300007.XSHE  300008.XSHE  \\\n",
      "datetime                                                                  \n",
      "2010-01-04 15:00:00        5.479        4.594       10.741        4.450   \n",
      "2010-01-05 15:00:00        5.485        4.680       10.707        4.463   \n",
      "2010-01-06 15:00:00        5.342        4.524       10.445        4.395   \n",
      "2010-01-07 15:00:00        5.239        4.321       10.204        4.259   \n",
      "2010-01-08 15:00:00        5.031        4.222        9.906        4.162   \n",
      "2010-01-11 15:00:00        5.059        4.176       10.062        4.294   \n",
      "2010-01-12 15:00:00          NaN        4.266       10.323        4.430   \n",
      "2010-01-13 15:00:00        5.234        4.267       10.455        4.648   \n",
      "2010-01-14 15:00:00        5.758        4.515       11.097        4.749   \n",
      "2010-01-15 15:00:00        5.789        4.470       10.909        4.648   \n",
      "2010-01-18 15:00:00        5.687        4.495       10.985          NaN   \n",
      "2010-01-19 15:00:00        5.643        4.386       10.602        4.521   \n",
      "2010-01-20 15:00:00        5.650        4.137       10.047        4.275   \n",
      "2010-01-21 15:00:00        5.489        4.138       10.126        4.308   \n",
      "2010-01-22 15:00:00        5.147        3.954        9.716        4.151   \n",
      "2010-01-25 15:00:00        5.215        3.877        9.401        4.083   \n",
      "2010-01-26 15:00:00        5.151        3.825        9.467        4.187   \n",
      "2010-01-27 15:00:00        5.001        3.810        9.318        4.057   \n",
      "2010-01-28 15:00:00        4.998        3.673        9.093        3.926   \n",
      "2010-01-29 15:00:00        5.001        3.676        9.108        3.863   \n",
      "2010-02-01 15:00:00        4.910        3.362        8.263        3.534   \n",
      "2010-02-02 15:00:00        5.036        3.268        8.117        3.437   \n",
      "2010-02-03 15:00:00        4.933        3.248        8.031        3.443   \n",
      "2010-02-04 15:00:00        4.860        3.294        7.953        3.450   \n",
      "2010-02-05 15:00:00        5.024        3.294        8.153        3.596   \n",
      "2010-02-08 15:00:00        5.011        3.372        8.651        3.629   \n",
      "2010-02-09 15:00:00        4.922        3.355        8.519        3.566   \n",
      "2010-02-10 15:00:00        5.098        3.504        9.178        3.767   \n",
      "2010-02-11 15:00:00        5.228        3.592        9.737        3.861   \n",
      "2010-02-12 15:00:00        5.312        3.614       10.011        4.004   \n",
      "...                          ...          ...          ...          ...   \n",
      "2017-04-28 15:00:00       12.180        7.150       18.730       10.134   \n",
      "2017-05-02 15:00:00       11.990        7.120       18.480        9.764   \n",
      "2017-05-03 15:00:00       12.010        7.220       18.500        9.756   \n",
      "2017-05-04 15:00:00       11.940        7.160       18.590        9.589   \n",
      "2017-05-05 15:00:00       11.650        7.090       18.080        9.573   \n",
      "2017-05-08 15:00:00       11.860        6.970       18.120        9.290   \n",
      "2017-05-09 15:00:00       11.910        6.880       18.700        9.581   \n",
      "2017-05-10 15:00:00       11.650        6.840       18.160        9.338   \n",
      "2017-05-11 15:00:00       11.700        6.630       17.750        9.179   \n",
      "2017-05-12 15:00:00       11.690        6.620       17.720        8.924   \n",
      "2017-05-15 15:00:00       11.690        6.480       17.820        9.342   \n",
      "2017-05-16 15:00:00       12.010        6.550       18.620        9.668   \n",
      "2017-05-17 15:00:00       12.030        6.530       18.510        9.704   \n",
      "2017-05-18 15:00:00       12.390        6.430       18.570        9.521   \n",
      "2017-05-19 15:00:00       12.170        6.400       18.420        9.160   \n",
      "2017-05-22 15:00:00       11.740        6.160       18.200        8.710   \n",
      "2017-05-23 15:00:00       11.380        5.910       17.550        8.070   \n",
      "2017-05-24 15:00:00       11.440        6.050       18.050        8.110   \n",
      "2017-05-25 15:00:00       11.600        6.060       18.340        8.100   \n",
      "2017-05-26 15:00:00       11.480        6.150       18.260        7.990   \n",
      "2017-05-31 15:00:00       11.690        6.190       17.950        7.870   \n",
      "2017-06-01 15:00:00       11.320        5.990       17.370        7.160   \n",
      "2017-06-02 15:00:00       11.680        5.920       17.650        7.350   \n",
      "2017-06-05 15:00:00       11.750        6.070       17.980        7.380   \n",
      "2017-06-06 15:00:00       11.770        6.050       17.760        7.640   \n",
      "2017-06-07 15:00:00       12.060        6.160       18.310        7.870   \n",
      "2017-06-08 15:00:00       11.950        6.170       18.170        7.860   \n",
      "2017-06-09 15:00:00       11.800        6.080       18.370        7.890   \n",
      "2017-06-12 15:00:00       11.440        5.950       17.710        7.510   \n",
      "2017-06-13 15:00:00       11.640        6.070       18.020        7.610   \n",
      "\n",
      "                     300009.XSHE  300010.XSHE     ...       300655.XSHE  \\\n",
      "datetime                                          ...                     \n",
      "2010-01-04 15:00:00        5.287        6.348     ...               NaN   \n",
      "2010-01-05 15:00:00        5.225        6.300     ...               NaN   \n",
      "2010-01-06 15:00:00        5.108        6.147     ...               NaN   \n",
      "2010-01-07 15:00:00        4.992        5.954     ...               NaN   \n",
      "2010-01-08 15:00:00        4.860        5.795     ...               NaN   \n",
      "2010-01-11 15:00:00        4.881        5.896     ...               NaN   \n",
      "2010-01-12 15:00:00        5.017        6.062     ...               NaN   \n",
      "2010-01-13 15:00:00        4.989        5.989     ...               NaN   \n",
      "2010-01-14 15:00:00        5.244        6.588     ...               NaN   \n",
      "2010-01-15 15:00:00        5.216        6.509     ...               NaN   \n",
      "2010-01-18 15:00:00        5.202        6.346     ...               NaN   \n",
      "2010-01-19 15:00:00        5.131        6.163     ...               NaN   \n",
      "2010-01-20 15:00:00        4.863          NaN     ...               NaN   \n",
      "2010-01-21 15:00:00        4.876        6.000     ...               NaN   \n",
      "2010-01-22 15:00:00        4.578        5.751     ...               NaN   \n",
      "2010-01-25 15:00:00        4.391        5.596     ...               NaN   \n",
      "2010-01-26 15:00:00        4.293        5.548     ...               NaN   \n",
      "2010-01-27 15:00:00        4.251        5.442     ...               NaN   \n",
      "2010-01-28 15:00:00        4.175        5.239     ...               NaN   \n",
      "2010-01-29 15:00:00        4.228        5.248     ...               NaN   \n",
      "2010-02-01 15:00:00        3.876        4.779     ...               NaN   \n",
      "2010-02-02 15:00:00        3.811        4.707     ...               NaN   \n",
      "2010-02-03 15:00:00        3.759        4.668     ...               NaN   \n",
      "2010-02-04 15:00:00        3.800        4.705     ...               NaN   \n",
      "2010-02-05 15:00:00        3.779        4.709     ...               NaN   \n",
      "2010-02-08 15:00:00        3.866        4.823     ...               NaN   \n",
      "2010-02-09 15:00:00        3.843        4.790     ...               NaN   \n",
      "2010-02-10 15:00:00        4.080        5.061     ...               NaN   \n",
      "2010-02-11 15:00:00        4.161        5.076     ...               NaN   \n",
      "2010-02-12 15:00:00        4.221        5.123     ...               NaN   \n",
      "...                          ...          ...     ...               ...   \n",
      "2017-04-28 15:00:00       15.614       14.650     ...               NaN   \n",
      "2017-05-02 15:00:00       15.514       14.630     ...               NaN   \n",
      "2017-05-03 15:00:00       15.407       14.500     ...               NaN   \n",
      "2017-05-04 15:00:00       15.171       14.370     ...               NaN   \n",
      "2017-05-05 15:00:00       14.949       14.290     ...               NaN   \n",
      "2017-05-08 15:00:00       14.636       14.420     ...               NaN   \n",
      "2017-05-09 15:00:00       14.812       14.520     ...               NaN   \n",
      "2017-05-10 15:00:00       14.659       14.010     ...               NaN   \n",
      "2017-05-11 15:00:00       14.919       13.710     ...               NaN   \n",
      "2017-05-12 15:00:00       15.270       13.410     ...               NaN   \n",
      "2017-05-15 15:00:00       15.369       14.010     ...               NaN   \n",
      "2017-05-16 15:00:00       15.530       14.020     ...               NaN   \n",
      "2017-05-17 15:00:00       15.400       14.020     ...               NaN   \n",
      "2017-05-18 15:00:00       15.100       14.070     ...               NaN   \n",
      "2017-05-19 15:00:00       15.110       13.770     ...               NaN   \n",
      "2017-05-22 15:00:00       15.410       13.640     ...               NaN   \n",
      "2017-05-23 15:00:00       15.030       13.060     ...              9.96   \n",
      "2017-05-24 15:00:00       15.160       13.140     ...             10.96   \n",
      "2017-05-25 15:00:00       15.320       13.060     ...             12.06   \n",
      "2017-05-26 15:00:00       15.410       13.060     ...             13.27   \n",
      "2017-05-31 15:00:00       15.530       13.110     ...             14.60   \n",
      "2017-06-01 15:00:00       15.120       12.350     ...             16.06   \n",
      "2017-06-02 15:00:00       15.080       12.550     ...             17.67   \n",
      "2017-06-05 15:00:00       15.490       12.680     ...             19.44   \n",
      "2017-06-06 15:00:00       15.470       12.830     ...             21.38   \n",
      "2017-06-07 15:00:00       15.950       13.200     ...             23.52   \n",
      "2017-06-08 15:00:00       15.930       13.090     ...             25.87   \n",
      "2017-06-09 15:00:00       15.910       13.150     ...             28.46   \n",
      "2017-06-12 15:00:00       15.860       12.670     ...             31.31   \n",
      "2017-06-13 15:00:00       16.150       13.180     ...             34.44   \n",
      "\n",
      "                     300656.XSHE  300657.XSHE  300658.XSHE  300659.XSHE  \\\n",
      "datetime                                                                  \n",
      "2010-01-04 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-05 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-06 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-07 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-08 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-11 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-12 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-13 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-14 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-15 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-18 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-19 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-20 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-21 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-22 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-25 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-26 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-27 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-28 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-29 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-01 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-02 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-03 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-04 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-05 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-08 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-09 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-10 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-11 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-12 15:00:00          NaN          NaN          NaN          NaN   \n",
      "...                          ...          ...          ...          ...   \n",
      "2017-04-28 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-02 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-03 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-04 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-05 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-08 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-09 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-10 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-11 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-12 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-15 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-16 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-17 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-18 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-19 15:00:00        22.46          NaN          NaN          NaN   \n",
      "2017-05-22 15:00:00        24.71          NaN          NaN          NaN   \n",
      "2017-05-23 15:00:00        27.18        11.19          NaN          NaN   \n",
      "2017-05-24 15:00:00        29.90        12.31          NaN          NaN   \n",
      "2017-05-25 15:00:00        32.89        13.54          NaN          NaN   \n",
      "2017-05-26 15:00:00        36.18        14.89          NaN        18.50   \n",
      "2017-05-31 15:00:00        39.80        16.38          NaN        20.35   \n",
      "2017-06-01 15:00:00        43.78        18.02          NaN        22.39   \n",
      "2017-06-02 15:00:00        48.16        19.82        27.95        24.63   \n",
      "2017-06-05 15:00:00        52.98        21.80        30.75        27.09   \n",
      "2017-06-06 15:00:00        51.60        23.98        33.83        29.80   \n",
      "2017-06-07 15:00:00        54.83        26.38        37.21        32.78   \n",
      "2017-06-08 15:00:00        49.40        29.02        40.93        36.06   \n",
      "2017-06-09 15:00:00        47.50        31.92        44.20        39.67   \n",
      "2017-06-12 15:00:00        43.31        35.11        39.78        40.35   \n",
      "2017-06-13 15:00:00        44.20        38.62        40.68        40.72   \n",
      "\n",
      "                     300660.XSHE  300661.XSHE  300662.XSHE  300663.XSHE  \\\n",
      "datetime                                                                  \n",
      "2010-01-04 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-05 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-06 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-07 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-08 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-11 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-12 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-13 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-14 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-15 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-18 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-19 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-20 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-21 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-22 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-25 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-26 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-27 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-28 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-01-29 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-01 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-02 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-03 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-04 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-05 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-08 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-09 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-10 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-11 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2010-02-12 15:00:00          NaN          NaN          NaN          NaN   \n",
      "...                          ...          ...          ...          ...   \n",
      "2017-04-28 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-02 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-03 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-04 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-05 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-08 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-09 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-10 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-11 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-12 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-15 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-16 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-17 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-18 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-19 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-22 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-23 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-24 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-25 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-26 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-05-31 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-06-01 15:00:00          NaN          NaN          NaN          NaN   \n",
      "2017-06-02 15:00:00        72.27          NaN          NaN          NaN   \n",
      "2017-06-05 15:00:00        79.50          NaN          NaN          NaN   \n",
      "2017-06-06 15:00:00        87.45        42.94          NaN          NaN   \n",
      "2017-06-07 15:00:00        96.20        47.23          NaN          NaN   \n",
      "2017-06-08 15:00:00       105.82        51.95         9.43        10.47   \n",
      "2017-06-09 15:00:00        96.83        57.15        10.37        11.52   \n",
      "2017-06-12 15:00:00        87.28        62.87        11.41        12.67   \n",
      "2017-06-13 15:00:00        88.08        69.16        12.55        13.94   \n",
      "\n",
      "                     300665.XSHE  \n",
      "datetime                          \n",
      "2010-01-04 15:00:00          NaN  \n",
      "2010-01-05 15:00:00          NaN  \n",
      "2010-01-06 15:00:00          NaN  \n",
      "2010-01-07 15:00:00          NaN  \n",
      "2010-01-08 15:00:00          NaN  \n",
      "2010-01-11 15:00:00          NaN  \n",
      "2010-01-12 15:00:00          NaN  \n",
      "2010-01-13 15:00:00          NaN  \n",
      "2010-01-14 15:00:00          NaN  \n",
      "2010-01-15 15:00:00          NaN  \n",
      "2010-01-18 15:00:00          NaN  \n",
      "2010-01-19 15:00:00          NaN  \n",
      "2010-01-20 15:00:00          NaN  \n",
      "2010-01-21 15:00:00          NaN  \n",
      "2010-01-22 15:00:00          NaN  \n",
      "2010-01-25 15:00:00          NaN  \n",
      "2010-01-26 15:00:00          NaN  \n",
      "2010-01-27 15:00:00          NaN  \n",
      "2010-01-28 15:00:00          NaN  \n",
      "2010-01-29 15:00:00          NaN  \n",
      "2010-02-01 15:00:00          NaN  \n",
      "2010-02-02 15:00:00          NaN  \n",
      "2010-02-03 15:00:00          NaN  \n",
      "2010-02-04 15:00:00          NaN  \n",
      "2010-02-05 15:00:00          NaN  \n",
      "2010-02-08 15:00:00          NaN  \n",
      "2010-02-09 15:00:00          NaN  \n",
      "2010-02-10 15:00:00          NaN  \n",
      "2010-02-11 15:00:00          NaN  \n",
      "2010-02-12 15:00:00          NaN  \n",
      "...                          ...  \n",
      "2017-04-28 15:00:00          NaN  \n",
      "2017-05-02 15:00:00          NaN  \n",
      "2017-05-03 15:00:00          NaN  \n",
      "2017-05-04 15:00:00          NaN  \n",
      "2017-05-05 15:00:00          NaN  \n",
      "2017-05-08 15:00:00          NaN  \n",
      "2017-05-09 15:00:00          NaN  \n",
      "2017-05-10 15:00:00          NaN  \n",
      "2017-05-11 15:00:00          NaN  \n",
      "2017-05-12 15:00:00          NaN  \n",
      "2017-05-15 15:00:00          NaN  \n",
      "2017-05-16 15:00:00          NaN  \n",
      "2017-05-17 15:00:00          NaN  \n",
      "2017-05-18 15:00:00          NaN  \n",
      "2017-05-19 15:00:00          NaN  \n",
      "2017-05-22 15:00:00          NaN  \n",
      "2017-05-23 15:00:00          NaN  \n",
      "2017-05-24 15:00:00          NaN  \n",
      "2017-05-25 15:00:00          NaN  \n",
      "2017-05-26 15:00:00          NaN  \n",
      "2017-05-31 15:00:00          NaN  \n",
      "2017-06-01 15:00:00          NaN  \n",
      "2017-06-02 15:00:00          NaN  \n",
      "2017-06-05 15:00:00          NaN  \n",
      "2017-06-06 15:00:00          NaN  \n",
      "2017-06-07 15:00:00          NaN  \n",
      "2017-06-08 15:00:00          NaN  \n",
      "2017-06-09 15:00:00          NaN  \n",
      "2017-06-12 15:00:00          NaN  \n",
      "2017-06-13 15:00:00        14.59  \n",
      "\n",
      "[1806 rows x 648 columns]\n"
     ]
    }
   ],
   "source": [
    "PN = DataAPI.factor(codes, 'close', start=datetime(2010, 1, 1))\n",
    "prices = PN.minor_xs('close')\n",
    "\n",
    "print PN\n",
    "print prices"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step3 计算因子值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "datetime                        \n",
      "2010-01-25 15:00:00  300001.XSHE   -0.896389\n",
      "                     300002.XSHE   -0.957340\n",
      "                     300003.XSHE   -0.814423\n",
      "                     300004.XSHE   -0.852381\n",
      "                     300005.XSHE   -0.951816\n",
      "                     300006.XSHE   -0.843927\n",
      "                     300007.XSHE   -0.875244\n",
      "                     300008.XSHE   -0.917528\n",
      "                     300009.XSHE   -0.830528\n",
      "                     300010.XSHE   -0.881537\n",
      "                     300011.XSHE   -0.983238\n",
      "                     300012.XSHE   -0.873838\n",
      "                     300013.XSHE   -0.874112\n",
      "                     300014.XSHE   -0.835923\n",
      "                     300015.XSHE   -0.892216\n",
      "                     300016.XSHE   -0.833768\n",
      "                     300017.XSHE   -0.913377\n",
      "                     300018.XSHE   -0.860013\n",
      "                     300019.XSHE   -0.896439\n",
      "                     300020.XSHE   -0.883991\n",
      "                     300021.XSHE   -0.821945\n",
      "                     300022.XSHE   -0.812036\n",
      "                     300024.XSHE   -0.879192\n",
      "                     300025.XSHE   -0.911850\n",
      "                     300026.XSHE   -0.920431\n",
      "                     300027.XSHE   -0.921367\n",
      "                     300028.XSHE   -0.880505\n",
      "                     300029.XSHE   -0.836456\n",
      "                     300030.XSHE   -0.808946\n",
      "                     300031.XSHE   -0.841575\n",
      "                                      ...   \n",
      "2017-06-13 15:00:00  300621.XSHE   -0.881993\n",
      "                     300622.XSHE   -0.897187\n",
      "                     300623.XSHE   -0.923034\n",
      "                     300625.XSHE   -0.912945\n",
      "                     300626.XSHE   -0.945813\n",
      "                     300627.XSHE   -0.937798\n",
      "                     300628.XSHE   -0.969447\n",
      "                     300629.XSHE   -0.801629\n",
      "                     300630.XSHE   -0.990286\n",
      "                     300631.XSHE   -0.903337\n",
      "                     300632.XSHE   -0.827562\n",
      "                     300633.XSHE   -0.948940\n",
      "                     300635.XSHE   -0.916286\n",
      "                     300636.XSHE   -0.957864\n",
      "                     300637.XSHE   -0.879702\n",
      "                     300638.XSHE   -0.885737\n",
      "                     300639.XSHE   -0.897109\n",
      "                     300640.XSHE   -0.879966\n",
      "                     300641.XSHE   -0.904912\n",
      "                     300642.XSHE   -0.960798\n",
      "                     300643.XSHE   -1.006223\n",
      "                     300645.XSHE   -0.975544\n",
      "                     300647.XSHE   -0.867498\n",
      "                     300648.XSHE   -0.869368\n",
      "                     300649.XSHE   -1.721433\n",
      "                     300650.XSHE   -0.864675\n",
      "                     300651.XSHE   -0.844991\n",
      "                     300652.XSHE   -1.087685\n",
      "                     300653.XSHE   -1.708055\n",
      "                     300656.XSHE   -1.967943\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "mom_factor = pd.DataFrame({name: -1*ta.ROCR(item.values, 15) for name, item in prices.iteritems()}, index=prices.index)\n",
    "factor = mom_factor.stack()\n",
    "print factor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 4 因子数据输入Alphalens,输出股票池。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "asset               300001.XSHE 300002.XSHE 300003.XSHE 300004.XSHE  \\\n",
      "date                                                                  \n",
      "2010-01-25 15:00:00       False       False        True       False   \n",
      "2010-01-26 15:00:00       False       False        True       False   \n",
      "2010-01-27 15:00:00       False       False        True       False   \n",
      "2010-01-28 15:00:00       False       False       False       False   \n",
      "2010-01-29 15:00:00       False       False       False       False   \n",
      "2010-02-01 15:00:00       False       False       False       False   \n",
      "2010-02-02 15:00:00       False       False       False       False   \n",
      "2010-02-03 15:00:00       False       False       False       False   \n",
      "2010-02-04 15:00:00       False       False       False       False   \n",
      "2010-02-05 15:00:00       False       False       False       False   \n",
      "2010-02-08 15:00:00       False       False       False       False   \n",
      "2010-02-09 15:00:00        True       False       False       False   \n",
      "2010-02-10 15:00:00       False       False       False        True   \n",
      "2010-02-11 15:00:00       False       False       False        True   \n",
      "2010-02-12 15:00:00       False       False       False        True   \n",
      "2010-02-22 15:00:00       False       False       False       False   \n",
      "2010-02-23 15:00:00       False       False       False       False   \n",
      "2010-02-24 15:00:00       False       False       False       False   \n",
      "2010-02-25 15:00:00        True       False       False       False   \n",
      "2010-02-26 15:00:00       False       False       False       False   \n",
      "2010-03-01 15:00:00       False       False       False       False   \n",
      "2010-03-02 15:00:00       False       False       False       False   \n",
      "2010-03-03 15:00:00       False       False        True       False   \n",
      "2010-03-04 15:00:00       False       False        True       False   \n",
      "2010-03-05 15:00:00       False       False        True       False   \n",
      "2010-03-08 15:00:00       False       False        True       False   \n",
      "2010-03-09 15:00:00       False       False        True       False   \n",
      "2010-03-10 15:00:00       False       False        True       False   \n",
      "2010-03-11 15:00:00       False       False        True       False   \n",
      "2010-03-12 15:00:00        True        True        True       False   \n",
      "...                         ...         ...         ...         ...   \n",
      "2017-04-14 15:00:00       False       False       False       False   \n",
      "2017-04-17 15:00:00       False       False       False       False   \n",
      "2017-04-18 15:00:00       False       False       False       False   \n",
      "2017-04-19 15:00:00       False       False       False       False   \n",
      "2017-04-20 15:00:00       False       False       False       False   \n",
      "2017-04-21 15:00:00       False       False       False       False   \n",
      "2017-04-24 15:00:00       False       False       False       False   \n",
      "2017-04-25 15:00:00       False       False       False       False   \n",
      "2017-04-26 15:00:00       False       False       False       False   \n",
      "2017-04-27 15:00:00       False       False       False       False   \n",
      "2017-04-28 15:00:00       False       False       False       False   \n",
      "2017-05-02 15:00:00       False       False       False       False   \n",
      "2017-05-03 15:00:00       False       False       False       False   \n",
      "2017-05-04 15:00:00       False       False       False       False   \n",
      "2017-05-05 15:00:00       False       False       False       False   \n",
      "2017-05-08 15:00:00       False       False       False       False   \n",
      "2017-05-09 15:00:00       False       False       False       False   \n",
      "2017-05-10 15:00:00        True       False       False       False   \n",
      "2017-05-11 15:00:00       False       False       False       False   \n",
      "2017-05-12 15:00:00       False       False       False       False   \n",
      "2017-05-15 15:00:00       False       False       False        True   \n",
      "2017-05-16 15:00:00       False       False       False        True   \n",
      "2017-05-17 15:00:00       False       False       False        True   \n",
      "2017-05-18 15:00:00       False       False       False        True   \n",
      "2017-05-19 15:00:00       False       False       False        True   \n",
      "2017-05-22 15:00:00       False       False       False        True   \n",
      "2017-05-23 15:00:00       False       False       False       False   \n",
      "2017-05-24 15:00:00       False       False       False       False   \n",
      "2017-05-25 15:00:00       False       False       False       False   \n",
      "2017-05-26 15:00:00       False       False       False       False   \n",
      "\n",
      "asset               300005.XSHE 300006.XSHE 300007.XSHE 300008.XSHE  \\\n",
      "date                                                                  \n",
      "2010-01-25 15:00:00       False       False       False       False   \n",
      "2010-01-26 15:00:00       False        True       False       False   \n",
      "2010-01-27 15:00:00       False       False       False       False   \n",
      "2010-01-28 15:00:00       False       False       False       False   \n",
      "2010-01-29 15:00:00       False       False       False       False   \n",
      "2010-02-01 15:00:00       False       False       False       False   \n",
      "2010-02-02 15:00:00       False        True       False       False   \n",
      "2010-02-03 15:00:00       False        True       False        True   \n",
      "2010-02-04 15:00:00       False       False       False       False   \n",
      "2010-02-05 15:00:00       False       False       False       False   \n",
      "2010-02-08 15:00:00       False        True       False       False   \n",
      "2010-02-09 15:00:00       False       False       False       False   \n",
      "2010-02-10 15:00:00       False       False       False       False   \n",
      "2010-02-11 15:00:00       False       False       False       False   \n",
      "2010-02-12 15:00:00       False       False       False       False   \n",
      "2010-02-22 15:00:00       False        True       False       False   \n",
      "2010-02-23 15:00:00       False        True       False       False   \n",
      "2010-02-24 15:00:00       False        True       False       False   \n",
      "2010-02-25 15:00:00       False        True       False       False   \n",
      "2010-02-26 15:00:00       False       False       False       False   \n",
      "2010-03-01 15:00:00       False       False       False       False   \n",
      "2010-03-02 15:00:00       False       False       False       False   \n",
      "2010-03-03 15:00:00       False       False       False       False   \n",
      "2010-03-04 15:00:00       False       False       False       False   \n",
      "2010-03-05 15:00:00       False       False       False       False   \n",
      "2010-03-08 15:00:00       False       False       False       False   \n",
      "2010-03-09 15:00:00       False       False       False       False   \n",
      "2010-03-10 15:00:00       False       False       False       False   \n",
      "2010-03-11 15:00:00       False        True       False       False   \n",
      "2010-03-12 15:00:00       False        True       False       False   \n",
      "...                         ...         ...         ...         ...   \n",
      "2017-04-14 15:00:00       False        True       False       False   \n",
      "2017-04-17 15:00:00       False       False       False       False   \n",
      "2017-04-18 15:00:00       False       False       False       False   \n",
      "2017-04-19 15:00:00       False       False       False       False   \n",
      "2017-04-20 15:00:00       False       False       False       False   \n",
      "2017-04-21 15:00:00       False       False       False       False   \n",
      "2017-04-24 15:00:00       False       False       False       False   \n",
      "2017-04-25 15:00:00       False       False       False       False   \n",
      "2017-04-26 15:00:00       False       False       False       False   \n",
      "2017-04-27 15:00:00       False       False       False       False   \n",
      "2017-04-28 15:00:00       False       False       False       False   \n",
      "2017-05-02 15:00:00        True       False       False       False   \n",
      "2017-05-03 15:00:00       False       False       False        True   \n",
      "2017-05-04 15:00:00        True       False       False        True   \n",
      "2017-05-05 15:00:00        True       False       False       False   \n",
      "2017-05-08 15:00:00       False       False       False        True   \n",
      "2017-05-09 15:00:00       False       False       False       False   \n",
      "2017-05-10 15:00:00       False       False       False       False   \n",
      "2017-05-11 15:00:00       False       False       False       False   \n",
      "2017-05-12 15:00:00       False        True       False       False   \n",
      "2017-05-15 15:00:00       False        True       False       False   \n",
      "2017-05-16 15:00:00       False        True       False       False   \n",
      "2017-05-17 15:00:00       False        True       False        True   \n",
      "2017-05-18 15:00:00       False        True       False        True   \n",
      "2017-05-19 15:00:00       False        True       False        True   \n",
      "2017-05-22 15:00:00       False        True       False        True   \n",
      "2017-05-23 15:00:00       False        True       False        True   \n",
      "2017-05-24 15:00:00       False        True       False        True   \n",
      "2017-05-25 15:00:00       False        True       False        True   \n",
      "2017-05-26 15:00:00       False        True       False        True   \n",
      "\n",
      "asset               300009.XSHE 300010.XSHE     ...     300631.XSHE  \\\n",
      "date                                            ...                   \n",
      "2010-01-25 15:00:00        True       False     ...           False   \n",
      "2010-01-26 15:00:00        True       False     ...           False   \n",
      "2010-01-27 15:00:00        True       False     ...           False   \n",
      "2010-01-28 15:00:00       False       False     ...           False   \n",
      "2010-01-29 15:00:00       False       False     ...           False   \n",
      "2010-02-01 15:00:00        True       False     ...           False   \n",
      "2010-02-02 15:00:00        True       False     ...           False   \n",
      "2010-02-03 15:00:00        True       False     ...           False   \n",
      "2010-02-04 15:00:00       False        True     ...           False   \n",
      "2010-02-05 15:00:00        True        True     ...           False   \n",
      "2010-02-08 15:00:00        True       False     ...           False   \n",
      "2010-02-09 15:00:00        True       False     ...           False   \n",
      "2010-02-10 15:00:00       False       False     ...           False   \n",
      "2010-02-11 15:00:00       False       False     ...           False   \n",
      "2010-02-12 15:00:00       False        True     ...           False   \n",
      "2010-02-22 15:00:00       False        True     ...           False   \n",
      "2010-02-23 15:00:00       False        True     ...           False   \n",
      "2010-02-24 15:00:00       False       False     ...           False   \n",
      "2010-02-25 15:00:00       False       False     ...           False   \n",
      "2010-02-26 15:00:00       False       False     ...           False   \n",
      "2010-03-01 15:00:00       False       False     ...           False   \n",
      "2010-03-02 15:00:00       False       False     ...           False   \n",
      "2010-03-03 15:00:00       False       False     ...           False   \n",
      "2010-03-04 15:00:00       False       False     ...           False   \n",
      "2010-03-05 15:00:00       False       False     ...           False   \n",
      "2010-03-08 15:00:00       False       False     ...           False   \n",
      "2010-03-09 15:00:00       False        True     ...           False   \n",
      "2010-03-10 15:00:00       False        True     ...           False   \n",
      "2010-03-11 15:00:00       False       False     ...           False   \n",
      "2010-03-12 15:00:00       False       False     ...           False   \n",
      "...                         ...         ...     ...             ...   \n",
      "2017-04-14 15:00:00       False       False     ...           False   \n",
      "2017-04-17 15:00:00       False       False     ...           False   \n",
      "2017-04-18 15:00:00       False       False     ...           False   \n",
      "2017-04-19 15:00:00       False       False     ...           False   \n",
      "2017-04-20 15:00:00       False       False     ...           False   \n",
      "2017-04-21 15:00:00       False       False     ...           False   \n",
      "2017-04-24 15:00:00       False       False     ...           False   \n",
      "2017-04-25 15:00:00       False       False     ...           False   \n",
      "2017-04-26 15:00:00       False       False     ...           False   \n",
      "2017-04-27 15:00:00       False       False     ...           False   \n",
      "2017-04-28 15:00:00       False       False     ...           False   \n",
      "2017-05-02 15:00:00       False       False     ...           False   \n",
      "2017-05-03 15:00:00       False       False     ...           False   \n",
      "2017-05-04 15:00:00       False       False     ...           False   \n",
      "2017-05-05 15:00:00       False       False     ...            True   \n",
      "2017-05-08 15:00:00       False       False     ...           False   \n",
      "2017-05-09 15:00:00       False       False     ...           False   \n",
      "2017-05-10 15:00:00       False       False     ...           False   \n",
      "2017-05-11 15:00:00       False       False     ...           False   \n",
      "2017-05-12 15:00:00       False       False     ...           False   \n",
      "2017-05-15 15:00:00       False       False     ...           False   \n",
      "2017-05-16 15:00:00       False       False     ...           False   \n",
      "2017-05-17 15:00:00       False       False     ...           False   \n",
      "2017-05-18 15:00:00       False       False     ...           False   \n",
      "2017-05-19 15:00:00       False       False     ...           False   \n",
      "2017-05-22 15:00:00       False       False     ...            True   \n",
      "2017-05-23 15:00:00       False       False     ...           False   \n",
      "2017-05-24 15:00:00       False       False     ...           False   \n",
      "2017-05-25 15:00:00       False       False     ...           False   \n",
      "2017-05-26 15:00:00       False       False     ...           False   \n",
      "\n",
      "asset               300632.XSHE 300633.XSHE 300635.XSHE 300636.XSHE  \\\n",
      "date                                                                  \n",
      "2010-01-25 15:00:00       False       False       False       False   \n",
      "2010-01-26 15:00:00       False       False       False       False   \n",
      "2010-01-27 15:00:00       False       False       False       False   \n",
      "2010-01-28 15:00:00       False       False       False       False   \n",
      "2010-01-29 15:00:00       False       False       False       False   \n",
      "2010-02-01 15:00:00       False       False       False       False   \n",
      "2010-02-02 15:00:00       False       False       False       False   \n",
      "2010-02-03 15:00:00       False       False       False       False   \n",
      "2010-02-04 15:00:00       False       False       False       False   \n",
      "2010-02-05 15:00:00       False       False       False       False   \n",
      "2010-02-08 15:00:00       False       False       False       False   \n",
      "2010-02-09 15:00:00       False       False       False       False   \n",
      "2010-02-10 15:00:00       False       False       False       False   \n",
      "2010-02-11 15:00:00       False       False       False       False   \n",
      "2010-02-12 15:00:00       False       False       False       False   \n",
      "2010-02-22 15:00:00       False       False       False       False   \n",
      "2010-02-23 15:00:00       False       False       False       False   \n",
      "2010-02-24 15:00:00       False       False       False       False   \n",
      "2010-02-25 15:00:00       False       False       False       False   \n",
      "2010-02-26 15:00:00       False       False       False       False   \n",
      "2010-03-01 15:00:00       False       False       False       False   \n",
      "2010-03-02 15:00:00       False       False       False       False   \n",
      "2010-03-03 15:00:00       False       False       False       False   \n",
      "2010-03-04 15:00:00       False       False       False       False   \n",
      "2010-03-05 15:00:00       False       False       False       False   \n",
      "2010-03-08 15:00:00       False       False       False       False   \n",
      "2010-03-09 15:00:00       False       False       False       False   \n",
      "2010-03-10 15:00:00       False       False       False       False   \n",
      "2010-03-11 15:00:00       False       False       False       False   \n",
      "2010-03-12 15:00:00       False       False       False       False   \n",
      "...                         ...         ...         ...         ...   \n",
      "2017-04-14 15:00:00       False       False       False       False   \n",
      "2017-04-17 15:00:00       False       False       False       False   \n",
      "2017-04-18 15:00:00       False       False       False       False   \n",
      "2017-04-19 15:00:00       False       False       False       False   \n",
      "2017-04-20 15:00:00       False       False       False       False   \n",
      "2017-04-21 15:00:00       False       False       False       False   \n",
      "2017-04-24 15:00:00       False       False       False       False   \n",
      "2017-04-25 15:00:00       False       False       False       False   \n",
      "2017-04-26 15:00:00       False       False       False       False   \n",
      "2017-04-27 15:00:00       False       False       False       False   \n",
      "2017-04-28 15:00:00       False       False       False       False   \n",
      "2017-05-02 15:00:00       False       False       False       False   \n",
      "2017-05-03 15:00:00       False       False       False       False   \n",
      "2017-05-04 15:00:00       False       False       False       False   \n",
      "2017-05-05 15:00:00       False       False       False       False   \n",
      "2017-05-08 15:00:00       False       False       False       False   \n",
      "2017-05-09 15:00:00       False       False       False       False   \n",
      "2017-05-10 15:00:00       False       False       False       False   \n",
      "2017-05-11 15:00:00       False       False        True       False   \n",
      "2017-05-12 15:00:00       False       False       False       False   \n",
      "2017-05-15 15:00:00       False       False       False       False   \n",
      "2017-05-16 15:00:00       False       False       False       False   \n",
      "2017-05-17 15:00:00       False        True       False       False   \n",
      "2017-05-18 15:00:00       False       False       False       False   \n",
      "2017-05-19 15:00:00       False        True        True        True   \n",
      "2017-05-22 15:00:00        True        True        True        True   \n",
      "2017-05-23 15:00:00        True        True        True        True   \n",
      "2017-05-24 15:00:00        True        True        True        True   \n",
      "2017-05-25 15:00:00        True        True        True        True   \n",
      "2017-05-26 15:00:00       False        True       False       False   \n",
      "\n",
      "asset               300637.XSHE 300638.XSHE 300639.XSHE 300640.XSHE  \\\n",
      "date                                                                  \n",
      "2010-01-25 15:00:00       False       False       False       False   \n",
      "2010-01-26 15:00:00       False       False       False       False   \n",
      "2010-01-27 15:00:00       False       False       False       False   \n",
      "2010-01-28 15:00:00       False       False       False       False   \n",
      "2010-01-29 15:00:00       False       False       False       False   \n",
      "2010-02-01 15:00:00       False       False       False       False   \n",
      "2010-02-02 15:00:00       False       False       False       False   \n",
      "2010-02-03 15:00:00       False       False       False       False   \n",
      "2010-02-04 15:00:00       False       False       False       False   \n",
      "2010-02-05 15:00:00       False       False       False       False   \n",
      "2010-02-08 15:00:00       False       False       False       False   \n",
      "2010-02-09 15:00:00       False       False       False       False   \n",
      "2010-02-10 15:00:00       False       False       False       False   \n",
      "2010-02-11 15:00:00       False       False       False       False   \n",
      "2010-02-12 15:00:00       False       False       False       False   \n",
      "2010-02-22 15:00:00       False       False       False       False   \n",
      "2010-02-23 15:00:00       False       False       False       False   \n",
      "2010-02-24 15:00:00       False       False       False       False   \n",
      "2010-02-25 15:00:00       False       False       False       False   \n",
      "2010-02-26 15:00:00       False       False       False       False   \n",
      "2010-03-01 15:00:00       False       False       False       False   \n",
      "2010-03-02 15:00:00       False       False       False       False   \n",
      "2010-03-03 15:00:00       False       False       False       False   \n",
      "2010-03-04 15:00:00       False       False       False       False   \n",
      "2010-03-05 15:00:00       False       False       False       False   \n",
      "2010-03-08 15:00:00       False       False       False       False   \n",
      "2010-03-09 15:00:00       False       False       False       False   \n",
      "2010-03-10 15:00:00       False       False       False       False   \n",
      "2010-03-11 15:00:00       False       False       False       False   \n",
      "2010-03-12 15:00:00       False       False       False       False   \n",
      "...                         ...         ...         ...         ...   \n",
      "2017-04-14 15:00:00       False       False       False       False   \n",
      "2017-04-17 15:00:00       False       False       False       False   \n",
      "2017-04-18 15:00:00       False       False       False       False   \n",
      "2017-04-19 15:00:00       False       False       False       False   \n",
      "2017-04-20 15:00:00       False       False       False       False   \n",
      "2017-04-21 15:00:00       False       False       False       False   \n",
      "2017-04-24 15:00:00       False       False       False       False   \n",
      "2017-04-25 15:00:00       False       False       False       False   \n",
      "2017-04-26 15:00:00       False       False       False       False   \n",
      "2017-04-27 15:00:00       False       False       False       False   \n",
      "2017-04-28 15:00:00       False       False       False       False   \n",
      "2017-05-02 15:00:00       False       False       False       False   \n",
      "2017-05-03 15:00:00       False       False       False       False   \n",
      "2017-05-04 15:00:00       False       False       False       False   \n",
      "2017-05-05 15:00:00       False       False       False       False   \n",
      "2017-05-08 15:00:00       False       False       False       False   \n",
      "2017-05-09 15:00:00       False       False       False       False   \n",
      "2017-05-10 15:00:00       False       False       False       False   \n",
      "2017-05-11 15:00:00       False       False       False       False   \n",
      "2017-05-12 15:00:00       False       False       False       False   \n",
      "2017-05-15 15:00:00       False       False        True       False   \n",
      "2017-05-16 15:00:00       False       False       False       False   \n",
      "2017-05-17 15:00:00       False       False       False       False   \n",
      "2017-05-18 15:00:00       False       False       False       False   \n",
      "2017-05-19 15:00:00        True       False       False       False   \n",
      "2017-05-22 15:00:00        True        True       False       False   \n",
      "2017-05-23 15:00:00        True        True       False       False   \n",
      "2017-05-24 15:00:00        True        True       False        True   \n",
      "2017-05-25 15:00:00        True        True       False        True   \n",
      "2017-05-26 15:00:00        True       False       False        True   \n",
      "\n",
      "asset               300641.XSHE  \n",
      "date                             \n",
      "2010-01-25 15:00:00       False  \n",
      "2010-01-26 15:00:00       False  \n",
      "2010-01-27 15:00:00       False  \n",
      "2010-01-28 15:00:00       False  \n",
      "2010-01-29 15:00:00       False  \n",
      "2010-02-01 15:00:00       False  \n",
      "2010-02-02 15:00:00       False  \n",
      "2010-02-03 15:00:00       False  \n",
      "2010-02-04 15:00:00       False  \n",
      "2010-02-05 15:00:00       False  \n",
      "2010-02-08 15:00:00       False  \n",
      "2010-02-09 15:00:00       False  \n",
      "2010-02-10 15:00:00       False  \n",
      "2010-02-11 15:00:00       False  \n",
      "2010-02-12 15:00:00       False  \n",
      "2010-02-22 15:00:00       False  \n",
      "2010-02-23 15:00:00       False  \n",
      "2010-02-24 15:00:00       False  \n",
      "2010-02-25 15:00:00       False  \n",
      "2010-02-26 15:00:00       False  \n",
      "2010-03-01 15:00:00       False  \n",
      "2010-03-02 15:00:00       False  \n",
      "2010-03-03 15:00:00       False  \n",
      "2010-03-04 15:00:00       False  \n",
      "2010-03-05 15:00:00       False  \n",
      "2010-03-08 15:00:00       False  \n",
      "2010-03-09 15:00:00       False  \n",
      "2010-03-10 15:00:00       False  \n",
      "2010-03-11 15:00:00       False  \n",
      "2010-03-12 15:00:00       False  \n",
      "...                         ...  \n",
      "2017-04-14 15:00:00       False  \n",
      "2017-04-17 15:00:00       False  \n",
      "2017-04-18 15:00:00       False  \n",
      "2017-04-19 15:00:00       False  \n",
      "2017-04-20 15:00:00       False  \n",
      "2017-04-21 15:00:00       False  \n",
      "2017-04-24 15:00:00       False  \n",
      "2017-04-25 15:00:00       False  \n",
      "2017-04-26 15:00:00       False  \n",
      "2017-04-27 15:00:00       False  \n",
      "2017-04-28 15:00:00       False  \n",
      "2017-05-02 15:00:00       False  \n",
      "2017-05-03 15:00:00       False  \n",
      "2017-05-04 15:00:00       False  \n",
      "2017-05-05 15:00:00       False  \n",
      "2017-05-08 15:00:00       False  \n",
      "2017-05-09 15:00:00       False  \n",
      "2017-05-10 15:00:00       False  \n",
      "2017-05-11 15:00:00       False  \n",
      "2017-05-12 15:00:00       False  \n",
      "2017-05-15 15:00:00       False  \n",
      "2017-05-16 15:00:00       False  \n",
      "2017-05-17 15:00:00        True  \n",
      "2017-05-18 15:00:00        True  \n",
      "2017-05-19 15:00:00        True  \n",
      "2017-05-22 15:00:00        True  \n",
      "2017-05-23 15:00:00        True  \n",
      "2017-05-24 15:00:00        True  \n",
      "2017-05-25 15:00:00        True  \n",
      "2017-05-26 15:00:00        True  \n",
      "\n",
      "[1781 rows x 622 columns]\n"
     ]
    }
   ],
   "source": [
    "import alphalens\n",
    "\n",
    "factor_data = alphalens.utils.get_clean_factor_and_forward_returns(factor, prices, quantiles=5)\n",
    "cond = factor_data['factor_quantile'] == 5\n",
    "save = factor_data[cond]\n",
    "s = pd.Series(True, index=save.index)\n",
    "s = s.unstack()\n",
    "s[s != True] = False\n",
    "s.to_excel('D:/PycharmProjects/Quant_Alpha/Momentun_Hedge/GEM_MOM.xlsx')\n",
    "print(s)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 5 显示Quantile累积收益与IC值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\ProgramData\\Anaconda2\\lib\\site-packages\\alphalens\\plotting.py:767: FutureWarning: pd.rolling_apply is deprecated for DataFrame and will be removed in a future version, replace with \n",
      "\tDataFrame.rolling(center=False,min_periods=1,window=5).apply(args=<tuple>,func=<function>,kwargs=<dict>)\n",
      "  min_periods=1, args=(period,))\n",
      "D:\\ProgramData\\Anaconda2\\lib\\site-packages\\alphalens\\plotting.py:767: FutureWarning: pd.rolling_apply is deprecated for DataFrame and will be removed in a future version, replace with \n",
      "\tDataFrame.rolling(center=False,min_periods=1,window=10).apply(args=<tuple>,func=<function>,kwargs=<dict>)\n",
      "  min_periods=1, args=(period,))\n"
     ]
    },
    {
     "data": {
      "image/png": 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69BJP+VdMNTribhtP/8Gryz8EUoqNFvcqlG67u0ehPFOhPoU9/Fh/ajeXbwYB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O0Oj4iAmsdpRV8noOZ2Kd8dMTOEKrtwyZkim7awMUWKXfH1rA69nTb2ZGuFjApMZ1v0I2qSWzPO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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111b4908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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FNKV9QnPGdx9FcEBgheNe3XUoAOvStvNT+mYKikppGhnPNd2Gq6Ag8j9nTVHB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\nsyjsdf2Ecw97QgHg8rGzqGqu518r30VBwWu4yfD4GZBVwIj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M5LTca3s8zCJm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\nq3vo+MF95HbtY2DjS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WRf3c2e/3MnpY4urMY6Gq65FCMRw4hFMeJRrPpamn/rjUTnNeFl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\nRI0iIiIiIvK6FC2ZT+OXPwFA22/v59nz38emT36V1pX3kezsm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Fj/Zt2wYQO//OUved/7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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111c2c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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h9hCebHEfz97W57yVG/O3/cb4JR+TkJZE9zq3M3/Q61fV+4hP0zCbTAXu23J0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\nIiIiIiIiIhIR1KQQERERERERkYjw/wGjxhb+vusR3gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7a08d630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_return_by_q, std_err_by_q = alphalens.performance.mean_return_by_quantile(factor_data, by_date=True)\n",
    "\n",
    "alphalens.plotting.plot_cumulative_returns_by_quantile(mean_return_by_q, 1)\n",
    "alphalens.plotting.plot_cumulative_returns_by_quantile(mean_return_by_q, 5)\n",
    "alphalens.plotting.plot_cumulative_returns_by_quantile(mean_return_by_q, 10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kZGD79u0N7j137lwMHToUN998MxYsWIDS0ua/LQp0v+VXQiQCEqLDnJ5rKyxc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KPfxP/2nffx/ueLmIvm8O/+1W18ckokSF2W8fqPT6NSrePBO/rgcvCWyIjMZhMevW8QP/5oBm++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\ntmyBTqdDQ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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7c07c080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fDoQz1q89C94awrqt58jJ1THr+b5MHNOBkBMxxjH3q4/Sr0dTzl9KqHZbAUQe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\nvwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13c8d240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ic = alphalens.performance.factor_information_coefficient(factor_data)\n",
    "# print ic\n",
    "alphalens.plotting.plot_ic_hist(ic)\n",
    "mean_monthly_ic = alphalens.performance.mean_information_coefficient(factor_data, by_time='M')\n",
    "# print mean_monthly_ic.mean()\n",
    "alphalens.plotting.plot_monthly_ic_heatmap(mean_monthly_ic)\n",
    "plt.show()"
   ]
  }
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